2025-06-26 20:39:05.063171
2025-06-26 20:39:07,549 - ERROR - Error fetching S&P 500 stocks from datahub.io: 'Name'
Processing 100 crypto instruments... 
2025-06-26 20:39:13,639 - ERROR - TAO-USD: Period 'max' is invalid, must be of the format 1d, 5d, etc.
2025-06-26 20:39:24,508 - ERROR - $CLBTC-USD: possibly delisted; no timezone found
2025-06-26 20:39:29,861 - ERROR - $SUPEROETH-USD: possibly delisted; no timezone found
✓ 14 updated, 86 failed
Processing 29 futures instruments... 
2025-06-26 20:39:36,436 - ERROR - $AAPL: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
✓ 0 updated, 29 failed
Processing 62 stock instruments... 
2025-06-26 20:39:36,678 - ERROR - $MSFT: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:36,864 - ERROR - $GOOGL: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:37,061 - ERROR - $AMZN: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:37,269 - ERROR - $NVDA: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:37,471 - ERROR - $TSLA: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:37,662 - ERROR - $META: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:37,877 - ERROR - $GOOG: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:38,076 - ERROR - $BRK-B: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:38,311 - ERROR - $UNH: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:38,650 - ERROR - $XOM: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:39,011 - ERROR - $JNJ: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:39,276 - ERROR - $JPM: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:39,506 - ERROR - $V: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:39,795 - ERROR - $PG: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:40,013 - ERROR - $MA: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:40,326 - ERROR - $CVX: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:40,562 - ERROR - $HD: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:40,820 - ERROR - $PFE: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:41,022 - ERROR - $ABBV: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:41,298 - ERROR - $BAC: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:41,581 - ERROR - $KO: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:41,794 - ERROR - $AVGO: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:42,119 - ERROR - $PEP: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:42,445 - ERROR - $TMO: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:42,685 - ERROR - $COST: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:42,993 - ERROR - $WMT: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:43,315 - ERROR - $DIS: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:43,569 - ERROR - $ABT: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:43,793 - ERROR - $DHR: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:44,041 - ERROR - $VZ: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:44,264 - ERROR - $ADBE: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:44,467 - ERROR - $CRM: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:44,665 - ERROR - $NFLX: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:44,946 - ERROR - $ORCL: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:45,260 - ERROR - $MRK: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:45,496 - ERROR - $INTC: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:45,754 - ERROR - $T: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:45,971 - ERROR - $CSCO: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:46,168 - ERROR - $AMD: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:46,399 - ERROR - $ACN: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:46,671 - ERROR - $TXN: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:46,918 - ERROR - $NKE: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:47,172 - ERROR - $LIN: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:47,445 - ERROR - $QCOM: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:47,732 - ERROR - $RTX: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:47,955 - ERROR - $PM: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:48,260 - ERROR - $HON: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:48,521 - ERROR - $LOW: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:48,807 - ERROR - $IBM: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:49,103 - ERROR - $LLY: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:49,304 - ERROR - $PLTR: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:49,581 - ERROR - $GE: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:49,800 - ERROR - $TMUS: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:50,057 - ERROR - $WFC: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:50,282 - ERROR - $MS: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:50,489 - ERROR - $INTU: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:50,764 - ERROR - $AXP: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:51,019 - ERROR - $MCD: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:51,212 - ERROR - $NOW: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:51,436 - ERROR - $GS: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:51,641 - ERROR - $ISRG: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
✓ 0 updated, 62 failed
Processing 8 currency instruments... 
2025-06-26 20:39:53,479 - ERROR - $^GSPC: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
✓ 0 updated, 8 failed
Processing 22 indices instruments... 
2025-06-26 20:39:53,674 - ERROR - $^DJI: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:53,873 - ERROR - $^IXIC: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:54,064 - ERROR - $^RUT: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:54,262 - ERROR - $^RUI: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:54,455 - ERROR - $^FTSE: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:54,659 - ERROR - $^GDAXI: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:54,855 - ERROR - $^FCHI: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:55,593 - ERROR - $^STOXX50E: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:55,963 - ERROR - $^IBEX: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:57,069 - ERROR - $^AEX: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:58,288 - ERROR - $^SSMI: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:58,790 - ERROR - $^N225: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:59,281 - ERROR - $^HSI: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:59,537 - ERROR - $000001.SS: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:59,767 - ERROR - $^KS11: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:39:59,968 - ERROR - $^BSESN: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:40:00,187 - ERROR - $^NSEI: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:40:00,426 - ERROR - $^GSPTSE: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:40:00,665 - ERROR - $^AXJO: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:40:00,854 - ERROR - $^BVSP: possibly delisted; no price data found  (1d 2025-06-26 -> 2025-06-26)
2025-06-26 20:40:01,062 - ERROR - $IMOEX.ME: possibly delisted; no price data found  (1d 2024-06-15 -> 2025-06-26)
✓ 0 updated, 22 failed

================================================================================
MASTER FINANCIAL DATA UPDATE COMPLETE
================================================================================
File location: C:\Users\Chris\BTC_price_history\Master file\master_financial_data.csv
Total records: 1,224,419
Successful downloads: 14
Failed downloads: 207
Date range: 1927-12-30 to 2025-06-26

Summary by Asset Type:
--------------------------------------------------
Crypto: 103 instruments, 2014-09-17 to 2025-06-26
Futures: 29 instruments, 1997-10-29 to 2025-06-25
Stock: 62 instruments, 1962-01-02 to 2025-06-25
Currency: 8 instruments, 1971-01-04 to 2025-06-25
Indices: 22 instruments, 1927-12-30 to 2025-06-25

Sample Latest Prices:
------------------------------
Crypto:
  BTC-USD: $107361.26
  ETH-USD: $2419.31
  SOL-USD: $143.51
Futures:
  ES=F: $6147.00
  GC=F: $3327.10
  CL=F: $64.92
Stock:
  AAPL: $201.56
  MSFT: $492.27
  TSLA: $327.55
Currency:
  EURUSD=X: 1.1612
  USDJPY=X: 144.9570
  DX-Y.NYB: 97.6800
Indices:
  ^GSPC: $6092.16
  ^DJI: $42982.43
  ^IXIC: $19973.55
================================================================================

Master data loaded successfully with 1,224,419 records
You can now use this data for your analysis!
Data is available as 'df' variable for your existing functions.
Enhanced Multi-Asset Analysis with Traditional Round Half Up Forward Returns
================================================================================
🔮 FORWARD RETURNS FEATURES:
• Traditional round half up (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
• Optional round-to-half precision (5.25% → 5.5%, 5.1% → 5.0%)
• Optional round-to-quarter precision (5.13% → 5.25%, 5.37% → 5.25%)
• Cycle year filtering (4-year market cycles)
• Seasonal analysis (quarter filtering)
• Custom analysis function: run_custom_forward_analysis()
• Clear confidence levels and insights
• 🆕 Historical pattern matching indicators on charts (90-day ROC)
• 💱 Currency pairs support (EURUSD, USDJPY, DXY, etc.)
• 📊 Indices support (S&P 500, FTSE, DAX, Nikkei, etc.)
================================================================================
Found master dataset with 1,224,419 rows and 224 symbols
Starting automatic analysis with round-to-nearest forward returns...
📊 Will display ALL available charts per section per asset class (up to 15)
💡 Sections: Best Trends | Undervalued Opportunities | Overvalued Warnings
📈 Chart type: Linear Regression on Log Scale
🔮 FORWARD RETURNS: Traditional round half up ROC matching
🎯 NEW: Green vertical lines show historical 90-day ROC matches in chart period
💱 NEW: Currency pairs support with proper formatting
📊 NEW: Global indices support (S&P 500, FTSE, DAX, Nikkei, etc.)
================================================================================
🔬 COMPREHENSIVE MULTI-ASSET REGRESSION ANALYSIS WITH FORWARD RETURNS
================================================================================
Analyzing trend quality, growth rates, valuation, and predictive analytics...
Analyzing instruments by asset type...
  crypto: 103 instruments
  currency: 8 instruments
  futures: 29 instruments
  indices: 22 instruments
  stock: 62 instruments

Processing 103 crypto instruments...
  Progress: 25/103 crypto instruments processed
  Progress: 50/103 crypto instruments processed
  Progress: 75/103 crypto instruments processed
  Progress: 100/103 crypto instruments processed

Processing 29 futures instruments...
  Progress: 25/29 futures instruments processed

Processing 62 stock instruments...
  Progress: 25/62 stock instruments processed
  Progress: 50/62 stock instruments processed

Processing 8 currency instruments...

Processing 22 indices instruments...

Analysis complete: 218/224 instruments analyzed successfully

========================================================================================================================
🔥 TOP 15 CRYPTO INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    FTN-USD         0.989236 750 d       135.5%   $4.43           🟢 UNDER        -11.9%
2    PAXG-USD        0.949349 750 d        35.2%   $3.4K           🟡 FAIR           3.3%
3    TRX-USD         0.947800 1000d        87.7%   $0.273155       🟡 FAIR           0.2%
4    XAUT-USD        0.947749 750 d        34.0%   $3.3K           🟡 FAIR           3.4%
5    XCN-USD         0.945240 1000d       108.5%   $0.001039       🟢 UNDER        -17.6%
6    APT-USD         0.940897 500 d       -83.9%   $0.000131       🔴 OVER          41.0%
7    BTC-USD         0.935883 1000d       103.3%   $107.4K         🟢 UNDER        -10.4%
8    WBT-USD         0.932193 750 d       201.2%   $47.90          🔴 OVER          36.1%
9    TBTC-USD        0.932135 1000d       103.4%   $102.8K         🟢 UNDER        -12.8%
10   WAL-USD         0.927294 1000d       -95.6%   $0.000088       🔴 OVER         223.3%
11   SYRUP-USD       0.920553 90  d    215686.8%   $0.598928       🟡 FAIR          -1.9%
12   POL-USD         0.910925 500 d       -64.0%   $0.008241       🟡 FAIR           6.3%
13   GT-USD          0.892027 750 d       167.2%   $16.16          🟢 UNDER        -27.9%
14   LEO-USD         0.890379 750 d        74.3%   $9.00           🟢 UNDER        -12.4%
15   BGB-USD         0.889640 1000d       246.9%   $4.40           🟡 FAIR          -6.8%

📊 DISPLAYING ALL 15 CRYPTO TREND LEADER CHARTS:
--------------------------------------------------------------------------------

Chart 1: FTN-USD (R² = 0.9892)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $4.43 ($4.53,+2% - $5.59,+26%)
   +30d (1m): $5.40,+21.8% ($4.86,+10% - $5.99,+35%)
   +60d (2m): $5.79,+30.7% ($5.22,+18% - $6.43,+45%)
   +90d (3m): $6.22,+40.3% ($5.60,+26% - $6.90,+56%)
   +180d (6m): $7.68,+73.3% ($6.92,+56% - $8.52,+92%)
   +365d (1y): $11.85,+167.4% ($10.67,+141% - $13.16,+197%)
   +EOY (188d): $7.82,+76.5% ($7.05,+59% - $8.69,+96%)
   End-of-year outlook: 📈 Bullish Trend (+76.5%)
   Confidence: 98.9% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 27 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 188 days | EOY Target: $7.82 (+76.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.26%
Rounded target for matching: 0%
Similar historical periods found: 49
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       49       73.5%      3.80%      3.31%      4.18%        2.11%        4.51%     -8.52%     11.03%
 14 days       49       87.8%      5.93%      4.76%      4.80%        3.39%        6.14%     -9.22%     12.02%
 30 days       49       93.9%      9.30%     10.24%      6.67%        8.32%       12.16%     -1.55%     26.17%
 90 days       48      100.0%     29.73%     27.73%     11.17%       24.49%       30.98%      3.48%     48.76%
180 days       48      100.0%     62.55%     62.58%      7.92%       60.28%       64.88%     42.16%     82.46%
365 days       32      100.0%    152.27%    145.26%     17.57%      138.92%      151.59%    105.03%    168.45%


========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 10.33%
Rounded target for matching: 10%
Similar historical periods found: 27
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       27       92.6%      1.35%      1.80%      2.51%        0.80%        2.79%     -6.46%      7.38%
 14 days       27       96.3%      2.37%      3.53%      2.71%        2.46%        4.60%     -1.47%      9.84%
 30 days       27       96.3%      4.08%      7.68%      6.57%        5.09%       10.28%     -1.26%     24.09%
 90 days       10      100.0%     38.23%     40.12%      6.92%       35.17%       45.07%     29.63%     50.28%
180 days       10      100.0%     60.90%     62.76%      5.55%       58.79%       66.73%     56.73%     76.41%
365 days        3      100.0%    159.54%    159.21%      0.53%      157.90%      160.52%    158.47%    159.63%


========================================================================================================================

Chart 2: PAXG-USD (R² = 0.9493)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $3.4K ($3.0K,-11% - $3.5K,+5%)
   +30d (1m): $3.3K,-0.8% ($3.1K,-9% - $3.6K,+8%)
   +60d (2m): $3.4K,+1.7% ($3.1K,-6% - $3.7K,+10%)
   +90d (3m): $3.5K,+4.3% ($3.2K,-4% - $3.8K,+13%)
   +180d (6m): $3.8K,+12.3% ($3.5K,+4% - $4.1K,+22%)
   +365d (1y): $4.4K,+30.9% ($4.0K,+21% - $4.8K,+42%)
   +EOY (188d): $3.8K,+13.1% ($3.5K,+4% - $4.1K,+23%)
   End-of-year outlook: 📈 Bullish Trend (+13.1%)
   Confidence: 94.9% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 20 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 188 days | EOY Target: $3.8K (+13.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PAXG - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.17%
Rounded target for matching: 0%
Similar historical periods found: 196
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      196       50.0%     -0.00%     -0.00%      2.01%       -0.28%        0.28%     -5.31%      5.75%
 14 days      196       47.4%     -0.23%      0.27%      2.82%       -0.13%        0.67%     -5.98%      7.65%
 30 days      196       50.0%      0.00%      0.59%      4.16%        0.00%        1.18%     -8.11%     11.77%
 90 days      193       67.4%      4.27%      4.55%      7.63%        3.47%        5.63%     -9.66%     20.45%
180 days      188       69.1%      6.72%      7.88%     11.58%        6.21%        9.55%    -16.17%     32.67%
365 days      177       71.2%     14.11%     15.89%     18.44%       13.16%       18.63%    -10.07%     48.60%


========================================================================================================================
PAXG - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 9.60%
Rounded target for matching: 10%
Similar historical periods found: 72
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       72       48.6%     -0.30%     -0.12%      2.26%       -0.65%        0.41%     -5.67%      4.31%
 14 days       72       47.2%     -0.23%      0.21%      3.20%       -0.54%        0.96%     -7.79%      9.06%
 30 days       72       59.7%      0.86%      1.08%      4.34%        0.06%        2.10%     -7.37%     14.15%
 90 days       71       69.0%      6.96%      4.45%      6.50%        2.91%        5.99%     -6.19%     20.37%
180 days       67       67.2%      7.25%      7.07%     10.43%        4.52%        9.61%    -12.61%     28.48%
365 days       60       80.0%      8.42%     10.33%     11.85%        7.27%       13.39%    -10.07%     49.14%


========================================================================================================================

Chart 3: TRX-USD (R² = 0.9478)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.273155 ($0.216625,-21% - $0.342972,+26%)
   +30d (1m): $0.287048,+5.1% ($0.228118,-16% - $0.361200,+32%)
   +60d (2m): $0.302291,+10.7% ($0.240221,-12% - $0.380398,+39%)
   +90d (3m): $0.318343,+16.5% ($0.252966,-7% - $0.400617,+47%)
   +180d (6m): $0.371799,+36.1% ($0.295397,+8% - $0.467961,+71%)
   +365d (1y): $0.511537,+87.3% ($0.406261,+49% - $0.644093,+136%)
   +EOY (188d): $0.376964,+38.0% ($0.299496,+10% - $0.474469,+74%)
   End-of-year outlook: 📈 Bullish Trend (+38.0%)
   Confidence: 94.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 15 periods in chart (90d ROC≈16%)
   📅 Days until EOY 2025: 188 days | EOY Target: $0.376964 (+38.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TRX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.40%
Rounded target for matching: 0%
Similar historical periods found: 63
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       63       58.7%      0.59%      0.43%     11.10%       -2.37%        3.22%    -27.01%     31.02%
 14 days       63       57.1%      2.50%      1.65%     18.90%       -3.11%        6.41%    -45.76%     93.03%
 30 days       63       60.3%      3.03%      4.88%     27.91%       -2.15%       11.91%    -41.73%     99.20%
 90 days       63       73.0%     15.14%     16.20%     40.73%        5.94%       26.45%    -73.03%    246.07%
180 days       60       75.0%     26.18%     25.31%     41.55%       14.57%       36.04%    -81.07%    125.50%
365 days       53       71.7%     63.18%     58.07%     80.53%       35.88%       80.27%    -61.70%    384.05%


========================================================================================================================
TRX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 16.28%
Rounded target for matching: 16%
Similar historical periods found: 34
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       34       41.2%     -1.81%     -2.91%     12.55%       -7.29%        1.46%    -42.74%     19.33%
 14 days       34       50.0%     -0.08%      1.21%     20.44%       -5.92%        8.34%    -34.14%     92.47%
 30 days       34       55.9%      1.14%      4.76%     26.41%       -4.46%       13.98%    -39.64%     86.45%
 90 days       33       69.7%     13.39%     55.04%    125.42%       10.56%       99.51%    -46.76%    452.70%
180 days       32       65.6%     30.10%     32.26%     56.39%       11.93%       52.59%    -54.75%    141.61%
365 days       29       69.0%     82.32%     57.40%     72.26%       29.91%       84.88%    -55.13%    203.37%


========================================================================================================================

Chart 4: XAUT-USD (R² = 0.9477)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $3.3K ($3.0K,-11% - $3.5K,+5%)
   +30d (1m): $3.3K,-0.9% ($3.1K,-9% - $3.6K,+7%)
   +60d (2m): $3.4K,+1.5% ($3.1K,-6% - $3.7K,+10%)
   +90d (3m): $3.5K,+4.0% ($3.2K,-4% - $3.8K,+13%)
   +180d (6m): $3.7K,+11.8% ($3.4K,+3% - $4.0K,+21%)
   +365d (1y): $4.3K,+29.7% ($4.0K,+20% - $4.7K,+41%)
   +EOY (188d): $3.8K,+12.5% ($3.5K,+4% - $4.1K,+22%)
   End-of-year outlook: 📈 Bullish Trend (+12.5%)
   Confidence: 94.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 20 periods in chart (90d ROC≈9%)
   📅 Days until EOY 2025: 188 days | EOY Target: $3.8K (+12.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XAUT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.24%
Rounded target for matching: 0%
Similar historical periods found: 172
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      172       48.3%     -0.04%     -0.08%      1.73%       -0.34%        0.18%     -5.32%      5.67%
 14 days      172       49.4%     -0.08%      0.27%      2.68%       -0.13%        0.68%     -6.74%      6.90%
 30 days      172       49.4%     -0.09%      0.82%      4.11%        0.20%        1.44%     -7.76%     10.06%
 90 days      169       67.5%      4.95%      4.76%      7.73%        3.59%        5.94%    -11.28%     21.61%
180 days      163       73.6%      6.86%      7.29%     10.29%        5.70%        8.88%    -16.08%     30.67%
365 days      153       69.9%     13.46%     15.92%     18.32%       13.00%       18.85%    -10.15%     46.32%


========================================================================================================================
XAUT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 8.87%
Rounded target for matching: 9%
Similar historical periods found: 67
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       67       49.3%     -0.10%     -0.03%      2.40%       -0.61%        0.56%     -5.71%      3.96%
 14 days       67       53.7%      0.16%      0.60%      3.19%       -0.18%        1.38%     -6.00%      6.40%
 30 days       67       62.7%      0.63%      0.82%      4.34%       -0.23%        1.88%     -8.53%     10.02%
 90 days       66       57.6%      4.37%      3.17%      7.74%        1.27%        5.07%    -13.28%     15.87%
180 days       63       57.1%      5.37%      3.46%      9.66%        1.03%        5.89%    -17.38%     22.68%
365 days       57       80.7%     11.19%     12.87%     13.34%        9.33%       16.41%     -8.55%     45.14%


========================================================================================================================

Chart 5: XCN-USD (R² = 0.9452)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.001039 ($0.000958,-8% - $0.001661,+60%)
   +30d (1m): $0.001340,+28.9% ($0.001018,-2% - $0.001765,+70%)
   +60d (2m): $0.001424,+37.0% ($0.001081,+4% - $0.001875,+80%)
   +90d (3m): $0.001512,+45.5% ($0.001148,+10% - $0.001991,+92%)
   +180d (6m): $0.001813,+74.4% ($0.001376,+32% - $0.002388,+130%)
   +365d (1y): $0.002631,+153.1% ($0.001997,+92% - $0.003467,+234%)
   +EOY (188d): $0.001842,+77.2% ($0.001399,+35% - $0.002426,+133%)
   End-of-year outlook: 📈 Bullish Trend (+77.2%)
   Confidence: 94.5% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 63 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 188 days | EOY Target: $0.001842 (+77.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XCN - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.04%
Rounded target for matching: 0%
Similar historical periods found: 216
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      216       17.6%      0.00%      0.68%      6.96%       -0.25%        1.62%    -32.35%     22.22%
 14 days      216       24.5%      0.00%      1.74%     11.81%        0.15%        3.32%    -73.94%     50.00%
 30 days      216       38.0%      0.00%      4.82%     14.92%        2.82%        6.82%    -75.82%     88.08%
 90 days      156       63.5%     21.29%     25.62%     43.95%       18.66%       32.57%    -80.52%    261.06%
180 days      115       87.0%     66.67%    141.97%    153.34%      113.65%      170.30%    -83.56%    458.41%
365 days      109       85.3%    297.26%    283.68%    229.84%      240.04%      327.32%    -88.79%    715.38%


========================================================================================================================
XCN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.04%
Rounded target for matching: 0%
Similar historical periods found: 78
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       78       16.7%      0.00%     -0.19%      4.06%       -1.11%        0.72%    -11.43%     19.92%
 14 days       78       23.1%      0.00%     -1.04%      6.61%       -2.53%        0.45%    -26.65%     19.92%
 30 days       78       24.4%      0.00%     -1.18%     11.60%       -3.79%        1.44%    -33.26%     43.40%
 90 days       37       59.5%     15.31%      7.29%     37.75%       -5.30%       19.87%    -58.71%     70.66%
180 days       37       75.7%     53.14%     45.41%     72.12%       21.36%       69.45%    -76.47%    174.81%
365 days       32       71.9%    110.23%    111.29%    150.19%       57.14%      165.44%    -71.94%    655.13%


========================================================================================================================

Chart 6: APT-USD (R² = 0.9409)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.000131 ($0.000065,-50% - $0.000133,+1%)
   +30d (1m): $0.000080,-38.9% ($0.000056,-57% - $0.000114,-13%)
   +60d (2m): $0.000069,-47.5% ($0.000048,-63% - $0.000098,-25%)
   +90d (3m): $0.000059,-54.8% ($0.000041,-68% - $0.000085,-35%)
   +180d (6m): $0.000038,-71.2% ($0.000026,-80% - $0.000054,-59%)
   +365d (1y): $0.000015,-88.6% ($0.000010,-92% - $0.000022,-84%)
   +EOY (188d): $0.000036,-72.3% ($0.000025,-81% - $0.000052,-60%)
   End-of-year outlook: 📉 Bearish Trend (-72.3%)
   Confidence: 94.1% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-6%)
   📅 Days until EOY 2025: 188 days | EOY Target: $0.000036 (-72.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.88%
Rounded target for matching: -3%
Similar historical periods found: 43
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       43       11.6%     -1.47%     -3.01%     20.50%       -9.32%        3.30%    -51.79%    103.03%
 14 days       43        4.7%     -2.90%    -14.26%     18.75%      -20.03%       -8.49%    -55.36%      2.24%
 30 days       43       20.9%     -3.52%    -11.85%     25.46%      -19.68%       -4.01%    -50.77%     39.42%
 90 days       33        6.1%    -46.56%     14.60%    232.91%      -67.99%       97.19%    -81.25%   1273.38%
180 days       19       10.5%    -69.52%    -15.10%    170.22%      -97.14%       66.95%    -91.98%    548.39%
365 days       14       14.3%    -81.97%    -51.38%     82.12%      -98.79%       -3.96%    -98.04%    144.52%


========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.35%
Rounded target for matching: -6%
Similar historical periods found: 13
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       13       53.8%      0.51%     -1.87%     22.59%      -15.52%       11.78%    -66.34%     42.54%
 14 days       13        7.7%     -3.21%    -11.75%     20.16%      -23.93%        0.44%    -78.25%      2.24%
 30 days       13        7.7%     -3.65%     -7.91%     33.11%      -27.92%       12.10%    -80.44%     82.05%
 90 days        7       42.9%    -83.72%    613.16%    898.48%     -217.80%     1444.12%    -86.31%   2384.83%
180 days        7       57.1%    119.13%    151.70%    225.55%      -56.90%      360.29%    -85.77%    475.00%
365 days        7       42.9%    -22.19%     35.69%     81.96%      -40.11%      111.49%    -40.99%    152.56%


========================================================================================================================

Chart 7: BTC-USD (R² = 0.9359)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $107.4K ($89.8K,-16% - $160.0K,+49%)
   +30d (1m): $127.1K,+18.4% ($95.2K,-11% - $169.6K,+58%)
   +60d (2m): $134.7K,+25.5% ($100.9K,-6% - $179.8K,+68%)
   +90d (3m): $142.8K,+33.0% ($107.0K,-0% - $190.6K,+78%)
   +180d (6m): $170.1K,+58.4% ($127.4K,+19% - $227.1K,+112%)
   +365d (1y): $243.7K,+127.0% ($182.4K,+70% - $325.6K,+203%)
   +EOY (188d): $172.8K,+60.9% ($129.4K,+21% - $230.7K,+115%)
   End-of-year outlook: 📈 Bullish Trend (+60.9%)
   Confidence: 93.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 13 periods in chart (90d ROC≈23%)
   📅 Days until EOY 2025: 188 days | EOY Target: $172.8K (+60.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -1.90%
Rounded target for matching: -2%
Similar historical periods found: 86
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       86       51.2%      0.42%      0.81%      8.77%       -1.07%        2.69%    -32.94%     23.72%
 14 days       86       59.3%      1.67%      1.55%     12.84%       -1.20%        4.30%    -31.10%     34.34%
 30 days       86       52.3%      0.90%      1.91%     22.91%       -3.00%        6.83%    -60.32%     55.33%
 90 days       84       50.0%     -0.13%      9.70%     55.65%       -2.38%       21.77%    -62.14%    355.12%
180 days       79       63.3%     26.72%     39.03%     83.94%       20.23%       57.84%    -62.12%    339.80%
365 days       70       75.7%     69.12%    101.99%    160.03%       63.83%      140.15%    -76.74%   1117.48%


========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 23.15%
Rounded target for matching: 23%
Similar historical periods found: 33
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       33       57.6%      1.29%      1.42%      7.19%       -1.13%        3.97%    -13.59%     19.76%
 14 days       33       60.6%      2.95%      4.08%     12.23%       -0.26%        8.41%    -19.15%     31.94%
 30 days       33       51.5%      2.36%      8.13%     20.37%        0.90%       15.35%    -27.23%     58.94%
 90 days       32       84.4%     22.00%     34.15%     54.51%       14.50%       53.80%    -34.77%    253.60%
180 days       32       90.6%     41.42%     87.35%    112.77%       46.69%      128.00%    -57.54%    411.63%
365 days       31       87.1%    133.57%    267.55%    412.36%      116.30%      418.81%    -71.55%   2230.29%


========================================================================================================================

Chart 8: WBT-USD (R² = 0.9322)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $47.90 ($24.88,-48% - $49.82,+4%)
   +30d (1m): $38.54,-19.5% ($27.24,-43% - $54.55,+14%)
   +60d (2m): $42.20,-11.9% ($29.81,-38% - $59.73,+25%)
   +90d (3m): $46.20,-3.5% ($32.64,-32% - $65.40,+37%)
   +180d (6m): $60.64,+26.6% ($42.81,-11% - $85.87,+79%)
   +365d (1y): $106.02,+121.3% ($74.78,+56% - $150.33,+214%)
   +EOY (188d): $62.12,+29.7% ($43.86,-8% - $87.98,+84%)
   End-of-year outlook: 📈 Bullish Trend (+29.7%)
   Confidence: 93.2% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈65%)
   📅 Days until EOY 2025: 188 days | EOY Target: $62.12 (+29.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 9: TBTC-USD (R² = 0.9321)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $102.8K ($87.5K,-15% - $158.7K,+54%)
   +30d (1m): $124.9K,+21.5% ($92.7K,-10% - $168.3K,+64%)
   +60d (2m): $132.4K,+28.8% ($98.3K,-4% - $178.4K,+74%)
   +90d (3m): $140.4K,+36.6% ($104.2K,+1% - $189.1K,+84%)
   +180d (6m): $167.2K,+62.7% ($124.1K,+21% - $225.4K,+119%)
   +365d (1y): $239.7K,+133.2% ($177.8K,+73% - $323.2K,+214%)
   +EOY (188d): $169.9K,+65.3% ($126.0K,+23% - $228.9K,+123%)
   End-of-year outlook: 📈 Bullish Trend (+65.3%)
   Confidence: 93.2% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈25%)
   📅 Days until EOY 2025: 188 days | EOY Target: $169.9K (+65.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TBTC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -6.28%
Rounded target for matching: -6%
Similar historical periods found: 45
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       45       48.9%     -0.40%      0.09%      8.92%       -2.59%        2.77%    -22.29%     25.59%
 14 days       45       42.2%     -0.86%      0.59%     13.70%       -3.53%        4.70%    -32.23%     47.18%
 30 days       45       40.0%     -6.03%     -3.92%     15.89%       -8.69%        0.85%    -33.95%     42.36%
 90 days       44       45.5%     -0.71%      1.43%     28.72%       -7.30%       10.16%    -45.62%     65.68%
180 days       38       73.7%     23.14%     18.96%     47.78%        3.25%       34.66%    -56.67%    178.08%
365 days       33       63.6%     31.81%     45.42%     82.94%       16.02%       74.83%    -72.83%    209.72%


========================================================================================================================
TBTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 24.64%
Rounded target for matching: 25%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       62.5%      2.93%      6.18%      9.40%       -1.68%       14.04%     -1.95%     28.39%
 14 days        8       75.0%     12.31%     14.27%     13.25%        3.19%       25.35%     -4.52%     32.44%
 30 days        8       75.0%     21.62%     19.30%     18.16%        4.12%       34.49%     -6.91%     44.02%
 90 days        8       87.5%     21.85%     22.25%     16.79%        8.21%       36.30%     -1.26%     50.63%
180 days        8       87.5%     36.53%     39.28%     34.84%       10.16%       68.41%    -19.66%     81.99%
365 days        6       66.7%     91.84%     59.53%     86.54%      -31.29%      150.35%    -57.26%    170.99%


========================================================================================================================

Chart 10: WAL-USD (R² = 0.9273)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000088 ($0.000007,-92% - $0.000105,+20%)
   +30d (1m): $0.000021,-76.1% ($0.000005,-94% - $0.000082,-7%)
   +60d (2m): $0.000016,-81.5% ($0.000004,-95% - $0.000063,-28%)
   +90d (3m): $0.000013,-85.7% ($0.000003,-96% - $0.000049,-44%)
   +180d (6m): $0.000006,-93.4% ($0.000001,-98% - $0.000023,-74%)
   +365d (1y): $0.000001,-98.6% ($0.000000,-100% - $0.000005,-95%)
   +EOY (188d): $0.000005,-93.8% ($0.000001,-98% - $0.000021,-76%)
   End-of-year outlook: 📉 Bearish Trend (-93.8%)
   Confidence: 92.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈48%)
   📅 Days until EOY 2025: 188 days | EOY Target: $0.000005 (-93.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 11: SYRUP-USD (R² = 0.9206)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 90 days):
   Current: $0.598928 ($0.440901,-26% - $0.846084,+41%)
   +30d (1m): $1.15,+91.7% ($0.821183,+37% - $1.60,+168%)
   +60d (2m): $2.16,+260.2% ($1.52,+154% - $3.06,+410%)
   +90d (3m): $4.05,+577.0% ($2.81,+370% - $5.84,+875%)
   +180d (6m): $26.92,+4394.5% ($17.46,+2815% - $41.50,+6829%)
   +365d (1y): $1.3K,+219953.1% ($709.32,+118331% - $2.4K,+408773%)
   +EOY (188d): $31.85,+5218.1% ($20.52,+3326% - $49.45,+8156%)
   End-of-year outlook: 📈 Bullish Trend (+5218.1%)
   Confidence: 92.1% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 188 days | EOY Target: $31.85 (+5218.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 12: POL-USD (R² = 0.9109)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.008241 ($0.006044,-27% - $0.009944,+21%)
   +30d (1m): $0.007129,-13.5% ($0.005557,-33% - $0.009145,+11%)
   +60d (2m): $0.006555,-20.5% ($0.005109,-38% - $0.008411,+2%)
   +90d (3m): $0.006028,-26.9% ($0.004697,-43% - $0.007736,-6%)
   +180d (6m): $0.004687,-43.1% ($0.003649,-56% - $0.006020,-27%)
   +365d (1y): $0.002794,-66.1% ($0.002170,-74% - $0.003597,-56%)
   +EOY (188d): $0.004583,-44.4% ($0.003568,-57% - $0.005888,-29%)
   End-of-year outlook: 📉 Bearish Trend (-44.4%)
   Confidence: 91.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈-15%)
   📅 Days until EOY 2025: 188 days | EOY Target: $0.004583 (-44.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
POL - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.24%
Rounded target for matching: 2%
Similar historical periods found: 19
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       19       36.8%     -3.69%     -2.62%     12.80%       -8.79%        3.55%    -20.88%     36.99%
 14 days       19       36.8%     -1.81%     -0.82%     16.47%       -8.76%        7.12%    -26.39%     38.17%
 30 days       19       47.4%     -4.68%      7.87%     42.02%      -12.38%       28.12%    -49.27%    114.32%
 90 days       19       26.3%    -15.58%    138.66%    390.70%      -49.65%      326.97%    -68.11%   1069.77%
180 days       18       22.2%    -52.87%    275.86%    712.38%      -78.40%      630.11%    -84.78%   1958.84%
365 days       12       33.3%    -88.99%    188.43%    399.49%      -65.39%      442.25%    -91.45%    929.33%


========================================================================================================================
POL - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -14.99%
Rounded target for matching: -15%
Similar historical periods found: 14
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       14       50.0%     -1.47%      4.01%     32.71%      -14.88%       22.89%    -22.96%    113.53%
 14 days       14       50.0%     -0.97%      7.37%     29.60%       -9.72%       24.46%    -27.20%     92.21%
 30 days       14       50.0%      0.03%     25.00%    108.64%      -37.73%       87.73%    -49.27%    409.24%
 90 days       13        7.7%    -35.80%     29.04%    239.21%     -115.51%      173.60%    -62.18%    855.61%
180 days       12        8.3%    -67.42%     41.03%    345.65%     -178.58%      260.64%    -84.78%   1185.82%
365 days        9       11.1%    -86.31%    -19.16%    180.00%     -157.52%      119.21%    -90.45%    489.19%


========================================================================================================================

Chart 13: GT-USD (R² = 0.8920)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $16.16 ($15.03,-7% - $33.40,+107%)
   +30d (1m): $24.29,+50.3% ($16.29,+1% - $36.21,+124%)
   +60d (2m): $26.33,+63.0% ($17.66,+9% - $39.26,+143%)
   +90d (3m): $28.55,+76.7% ($19.14,+18% - $42.57,+163%)
   +180d (6m): $36.38,+125.1% ($24.38,+51% - $54.27,+236%)
   +365d (1y): $59.86,+270.4% ($40.06,+148% - $89.43,+453%)
   +EOY (188d): $37.17,+130.0% ($24.91,+54% - $55.46,+243%)
   End-of-year outlook: 📈 Bullish Trend (+130.0%)
   Confidence: 89.2% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 188 days | EOY Target: $37.17 (+130.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -23.43%
Rounded target for matching: -23%
Similar historical periods found: 7
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        7       42.9%     -4.72%     -1.87%      3.89%       -5.47%        1.72%     -5.58%      4.82%
 14 days        7       28.6%     -1.15%     -3.89%      5.74%       -9.20%        1.42%    -13.69%      3.93%
 30 days        7       71.4%      6.72%      9.50%     14.57%       -3.97%       22.98%     -8.71%     31.27%
 90 days        7       71.4%      4.59%     18.11%     20.99%       -1.30%       37.52%     -3.07%     52.07%
180 days        7       85.7%     32.77%     47.27%     50.09%        0.95%       93.60%    -26.27%    106.65%
365 days        7      100.0%     25.94%     56.37%     61.87%       -0.86%      113.59%      7.86%    185.53%


========================================================================================================================
GT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -32.09%
Rounded target for matching: -32%
Similar historical periods found: 7
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        7       85.7%      9.27%      7.72%      5.68%        2.46%       12.97%     -5.09%     14.79%
 14 days        7       85.7%     13.24%     11.67%      8.40%        3.90%       19.44%     -5.72%     22.69%
 30 days        7       85.7%     22.20%     12.98%     12.80%        1.14%       24.81%    -10.34%     24.48%
 90 days        7       85.7%     15.13%     40.39%     49.63%       -5.51%       86.30%     -1.30%    126.75%
180 days        7       85.7%     39.28%    695.99%   1058.99%     -283.42%     1675.40%    -18.92%   2549.13%
365 days        7       85.7%     40.53%    456.61%    683.92%     -175.91%     1089.14%    -11.31%   1592.07%


========================================================================================================================

Chart 14: LEO-USD (R² = 0.8904)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $9.00 ($8.18,-9% - $12.89,+43%)
   +30d (1m): $10.75,+19.5% ($8.56,-5% - $13.50,+50%)
   +60d (2m): $11.25,+25.0% ($8.96,-0% - $14.13,+57%)
   +90d (3m): $11.77,+30.9% ($9.37,+4% - $14.79,+64%)
   +180d (6m): $13.50,+50.1% ($10.75,+19% - $16.97,+89%)
   +365d (1y): $17.90,+99.0% ($14.23,+58% - $22.51,+150%)
   +EOY (188d): $13.67,+51.9% ($10.88,+21% - $17.18,+91%)
   End-of-year outlook: 📈 Bullish Trend (+51.9%)
   Confidence: 89.0% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 15 periods in chart (90d ROC≈-8%)
   📅 Days until EOY 2025: 188 days | EOY Target: $13.67 (+51.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.71%
Rounded target for matching: 3%
Similar historical periods found: 102
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      102       48.0%     -0.09%      0.22%      5.67%       -0.90%        1.33%    -16.35%     25.58%
 14 days      102       52.9%      0.18%      3.21%     13.03%        0.65%        5.77%    -25.58%     90.97%
 30 days      102       60.8%      1.60%      7.13%     18.94%        3.41%       10.85%    -22.13%     65.67%
 90 days      102       67.6%      9.61%     15.71%     27.79%       10.25%       21.17%    -38.74%    109.67%
180 days       95       83.2%     38.39%     33.55%     39.97%       25.41%       41.70%    -51.85%    120.42%
365 days       83       80.7%     71.13%     70.94%     65.40%       56.66%       85.22%    -44.72%    247.52%


========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -7.87%
Rounded target for matching: -8%
Similar historical periods found: 27
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       27       48.1%     -0.00%      1.40%      5.91%       -0.93%        3.74%     -7.84%     18.98%
 14 days       27       66.7%      2.70%      2.41%      6.62%       -0.21%        5.03%     -8.51%     19.98%
 30 days       27       70.4%      4.51%      3.87%      6.50%        1.30%        6.45%     -9.87%     15.62%
 90 days       21       57.1%      8.74%     10.34%     30.08%       -3.36%       24.03%    -24.07%     75.67%
180 days       21       57.1%     37.95%     23.44%     50.58%        0.41%       46.46%    -36.12%    112.98%
365 days       18       50.0%     14.53%     18.53%     42.91%       -2.81%       39.86%    -33.84%     66.56%


========================================================================================================================

Chart 15: BGB-USD (R² = 0.8896)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $4.40 ($2.39,-46% - $9.34,+112%)
   +30d (1m): $5.23,+18.8% ($2.65,-40% - $10.34,+135%)
   +60d (2m): $5.80,+31.6% ($2.93,-33% - $11.46,+160%)
   +90d (3m): $6.42,+45.8% ($3.25,-26% - $12.69,+188%)
   +180d (6m): $8.72,+98.1% ($4.41,+0% - $17.26,+292%)
   +365d (1y): $16.39,+272.1% ($8.27,+88% - $32.45,+637%)
   +EOY (188d): $8.96,+103.6% ($4.53,+3% - $17.73,+303%)
   End-of-year outlook: 📈 Bullish Trend (+103.6%)
   Confidence: 89.0% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 10 periods in chart (90d ROC≈-12%)
   📅 Days until EOY 2025: 188 days | EOY Target: $8.96 (+103.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BGB - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -17.21%
Rounded target for matching: -17%
Similar historical periods found: 14
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       14       78.6%      3.44%      2.25%      8.20%       -2.48%        6.99%    -13.92%     12.93%
 14 days       14       71.4%      5.97%      2.99%     11.59%       -3.70%        9.68%    -27.28%     23.35%
 30 days       14       57.1%      3.79%      5.26%     13.98%       -2.81%       13.33%    -20.88%     43.44%
 90 days       14       64.3%     27.98%     23.84%     34.52%        3.92%       43.77%    -14.29%    109.33%
180 days       13      100.0%     33.07%    208.13%    250.29%       56.88%      359.38%      7.61%    602.24%
365 days        9      100.0%    191.10%    218.32%     92.67%      147.09%      289.55%    120.96%    426.23%


========================================================================================================================
BGB - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -12.00%
Rounded target for matching: -12%
Similar historical periods found: 12
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       12       50.0%      0.49%      2.05%      9.96%       -4.28%        8.38%    -13.14%     28.96%
 14 days       12       75.0%      6.28%      7.39%     12.79%       -0.73%       15.51%     -9.09%     44.44%
 30 days       12       66.7%      4.99%     19.28%     38.72%       -5.32%       43.88%    -12.01%    118.64%
 90 days       12       83.3%     38.94%    150.92%    201.40%       22.95%      278.88%    -14.87%    613.56%
180 days       12      100.0%    376.35%    328.70%    169.68%      220.89%      436.51%     31.26%    593.47%
365 days        4      100.0%    197.42%    181.30%     39.23%      118.87%      243.72%    114.63%    215.73%


========================================================================================================================

========================================================================================================================
🟢 TOP 14 CRYPTO INSTRUMENTS - UNDERVALUED OPPORTUNITIES
========================================================================================================================
Rank Symbol          Under%   R²         Growth%      Price           Upside%    Window  
------------------------------------------------------------------------------------------------------------------------
1    PENDLE-USD       71.5%  0.773662    440.4%   $3.36             250.3%  1000d
2    IMX-USD          63.8%  0.801302   -100.0%   $0.004143         176.3%  120 d
3    SOL-USD          52.4%  0.783023    203.7%   $143.51           110.1%  1000d
4    FARTCOIN-USD     43.2%  0.733082  17943.8%   $0.995224          76.1%  120 d
5    HYPE-USD         41.2%  0.831823    -97.1%   $0.000005          70.2%  1000d
6    GT-USD           27.9%  0.892027    167.2%   $16.16             38.6%  750 d
7    XRP-USD          26.1%  0.715624    365.1%   $2.19              35.3%  500 d
8    BNB-USD          24.2%  0.766688     90.3%   $645.92            31.9%  750 d
9    QNT-USD          17.9%  0.771463   1192.2%   $97.67             21.9%  90  d
10   XCN-USD          17.6%  0.945240    108.5%   $0.001039          21.4%  1000d
11   TBTC-USD         12.8%  0.932135    103.4%   $102.8K            14.6%  1000d
12   LEO-USD          12.4%  0.890379     74.3%   $9.00              14.1%  750 d
13   FTN-USD          11.9%  0.989236    135.5%   $4.43              13.6%  750 d
14   BTC-USD          10.4%  0.935883    103.3%   $107.4K            11.7%  1000d

📊 DISPLAYING ALL 14 UNDERVALUED CRYPTO OPPORTUNITY CHARTS:
--------------------------------------------------------------------------------

Chart 1: PENDLE-USD (Undervalued by 71.5%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $3.36 ($2.84,-15% - $48.60,+1348%)
   +30d (1m): $13.51,+302.4% ($3.27,-3% - $55.84,+1564%)
   +60d (2m): $15.51,+362.2% ($3.75,+12% - $64.17,+1812%)
   +90d (3m): $17.82,+431.0% ($4.31,+28% - $73.73,+2097%)
   +180d (6m): $27.02,+705.0% ($6.52,+94% - $111.88,+3233%)
   +365d (1y): $63.54,+1793.1% ($15.31,+356% - $263.76,+7759%)
   +EOY (188d): $28.03,+735.3% ($6.77,+102% - $116.11,+3359%)
   End-of-year outlook: 📈 Bullish Trend (+735.3%)
   Confidence: 77.4% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 8 periods in chart (90d ROC≈17%)
   📅 Days until EOY 2025: 188 days | EOY Target: $28.03 (+735.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PENDLE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -22.48%
Rounded target for matching: -22%
Similar historical periods found: 18
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       18       44.4%     -3.75%     -1.89%     15.27%       -9.48%        5.71%    -26.50%     25.87%
 14 days       18       38.9%    -11.04%     -6.48%     22.92%      -17.88%        4.91%    -40.95%     26.25%
 30 days       18       50.0%      0.18%     -5.87%     23.19%      -17.40%        5.67%    -47.69%     26.60%
 90 days       18       66.7%     48.09%     59.36%    105.54%        6.88%      111.85%    -77.66%    281.15%
180 days       15       66.7%    147.77%    349.91%    401.30%      127.68%      572.15%    -89.22%   1032.99%
365 days       13       76.9%    721.79%    936.09%    910.38%      385.96%     1486.23%    -92.77%   2592.75%


========================================================================================================================
PENDLE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 16.74%
Rounded target for matching: 17%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       75.0%      4.56%      6.58%      8.63%       -0.64%       13.79%     -4.30%     23.43%
 14 days        8       62.5%     11.12%      8.75%     23.01%      -10.48%       27.99%    -25.07%     44.91%
 30 days        8       62.5%     13.78%      8.84%     31.20%      -17.24%       34.93%    -31.16%     72.39%
 90 days        6       50.0%     38.06%    143.35%    282.88%     -153.52%      440.21%    -45.30%    760.63%
180 days        6       66.7%    408.23%    428.14%    435.55%      -28.95%      885.22%    -36.14%   1256.72%
365 days        4      100.0%    780.60%   1254.09%   1067.52%     -444.57%     2952.74%    417.89%   3037.26%


========================================================================================================================

Chart 2: IMX-USD (Undervalued by 63.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: $0.004143 ($0.005406,+30% - $0.024248,+485%)
   +30d (1m): $0.005986,+44.5% ($0.002795,-33% - $0.012820,+209%)
   +60d (2m): $0.003130,-24.5% ($0.001439,-65% - $0.006807,+64%)
   +90d (3m): $0.001636,-60.5% ($0.000738,-82% - $0.003629,-12%)
   +180d (6m): $0.000234,-94.4% ($0.000097,-98% - $0.000561,-86%)
   +365d (1y): $0.000004,-99.9% ($0.000001,-100% - $0.000013,-100%)
   +EOY (188d): $0.000197,-95.3% ($0.000081,-98% - $0.000476,-89%)
   End-of-year outlook: 📉 Bearish Trend (-95.3%)
   Confidence: 80.1% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 188 days | EOY Target: $0.000197 (-95.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 3: SOL-USD (Undervalued by 52.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $143.51 ($121.42,-15% - $748.55,+422%)
   +30d (1m): $330.30,+130.2% ($133.00,-7% - $820.26,+472%)
   +60d (2m): $361.88,+152.2% ($145.69,+2% - $898.85,+526%)
   +90d (3m): $396.48,+176.3% ($159.59,+11% - $984.97,+586%)
   +180d (6m): $521.42,+263.3% ($209.76,+46% - $1.3K,+803%)
   +365d (1y): $915.68,+538.1% ($367.79,+156% - $2.3K,+1489%)
   +EOY (188d): $534.28,+272.3% ($214.92,+50% - $1.3K,+826%)
   End-of-year outlook: 📈 Bullish Trend (+272.3%)
   Confidence: 78.3% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈4%)
   📅 Days until EOY 2025: 188 days | EOY Target: $534.28 (+272.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
SOL - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -17.95%
Rounded target for matching: -18%
Similar historical periods found: 24
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       24       33.3%     -4.02%     -2.06%     10.32%       -6.42%        2.30%    -23.39%     17.08%
 14 days       24       45.8%     -2.23%      0.75%     19.82%       -7.62%        9.13%    -37.52%     36.69%
 30 days       24       58.3%      7.86%     13.28%     34.40%       -1.25%       27.80%    -36.20%    105.60%
 90 days       24       33.3%    -17.44%     42.49%    175.12%      -31.45%      116.44%    -62.44%    793.12%
180 days       21       47.6%     -8.49%    190.33%    489.77%      -32.61%      413.27%    -76.11%   2201.77%
365 days       19       52.6%    424.04%   1121.75%   2623.96%     -142.96%     2386.46%    -83.41%  10799.21%


========================================================================================================================
SOL - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 3.73%
Rounded target for matching: 4%
Similar historical periods found: 11
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       11       45.5%     -1.80%     -2.89%     10.80%      -10.15%        4.36%    -21.95%     10.05%
 14 days       11       27.3%     -6.40%     -4.25%     14.45%      -13.95%        5.46%    -30.29%     23.02%
 30 days       11       36.4%    -13.84%     -4.60%     27.76%      -23.25%       14.05%    -54.59%     39.23%
 90 days       11       63.6%     10.35%     21.31%     76.65%      -30.18%       72.80%    -71.27%    210.88%
180 days       11       45.5%    -15.50%    109.64%    211.32%      -32.33%      251.60%    -80.41%    578.87%
365 days        8       50.0%    234.89%    256.57%    340.10%      -27.76%      540.90%    -92.88%    759.39%


========================================================================================================================

Chart 4: FARTCOIN-USD (Undervalued by 43.2%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: $0.995224 ($0.962949,-3% - $3.19,+220%)
   +30d (1m): $2.69,+169.9% ($1.46,+47% - $4.93,+396%)
   +60d (2m): $4.12,+313.7% ($2.21,+123% - $7.65,+669%)
   +90d (3m): $6.31,+534.0% ($3.34,+236% - $11.91,+1097%)
   +180d (6m): $22.72,+2182.7% ($11.30,+1035% - $45.69,+4491%)
   +365d (1y): $316.21,+31673.2% ($130.42,+13004% - $766.70,+76938%)
   +EOY (188d): $25.46,+2458.0% ($12.57,+1163% - $51.55,+5079%)
   End-of-year outlook: 📈 Bullish Trend (+2458.0%)
   Confidence: 73.3% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 188 days | EOY Target: $25.46 (+2458.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 5: HYPE-USD (Undervalued by 41.2%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000005 ($0.000001,-86% - $0.000110,+1934%)
   +30d (1m): $0.000007,+27.1% ($0.000001,-89% - $0.000082,+1420%)
   +60d (2m): $0.000005,-5.0% ($0.000000,-92% - $0.000061,+1036%)
   +90d (3m): $0.000004,-29.1% ($0.000000,-94% - $0.000046,+749%)
   +180d (6m): $0.000002,-70.4% ($0.000000,-98% - $0.000019,+255%)
   +365d (1y): $0.000000,-95.1% ($0.000000,-100% - $0.000003,-41%)
   +EOY (188d): $0.000001,-72.6% ($0.000000,-98% - $0.000018,+228%)
   End-of-year outlook: 📉 Bearish Trend (-72.6%)
   Confidence: 83.2% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 19 periods in chart (90d ROC≈-84%)
   📅 Days until EOY 2025: 188 days | EOY Target: $0.000001 (-72.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
HYPE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -66.23%
Rounded target for matching: -66%
Similar historical periods found: 5
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        5       20.0%     -7.14%     -4.98%      7.41%      -14.18%        4.22%    -12.68%      7.14%
 14 days        5       40.0%     -6.87%      0.71%     19.70%      -23.75%       25.18%    -20.93%     35.71%
 30 days        5       20.0%     -5.09%    -21.42%     35.52%      -65.52%       22.68%    -86.51%     14.29%
 90 days        3        0.0%    -75.17%    -53.38%     32.26%     -133.53%       26.76%    -77.21%     -7.77%
180 days        3       33.3%    -67.91%    302.45%    537.31%    -1032.30%     1637.21%    -86.98%   1062.25%


========================================================================================================================
HYPE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -84.11%
Rounded target for matching: -84%
Similar historical periods found: 28
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       28       28.6%     -5.48%     -9.59%     15.69%      -15.68%       -3.51%    -38.49%     25.89%
 14 days       28       21.4%    -19.80%    -17.57%     22.83%      -26.43%       -8.72%    -50.35%     38.91%
 30 days       28       25.0%    -26.16%    -26.32%     36.45%      -40.45%      -12.18%    -76.91%    109.53%
 90 days       28       39.3%    -59.53%    333.50%    666.97%       74.87%      592.13%    -95.60%   2131.91%
180 days       28       39.3%    -88.76%    395.38%    790.96%       88.68%      702.08%    -97.52%   2614.96%
365 days       26        3.8%    -88.37%    -80.14%     25.99%      -90.64%      -69.64%    -99.22%      4.44%


========================================================================================================================

Chart 6: GT-USD (Undervalued by 27.9%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $16.16 ($15.03,-7% - $33.40,+107%)
   +30d (1m): $24.29,+50.3% ($16.29,+1% - $36.21,+124%)
   +60d (2m): $26.33,+63.0% ($17.66,+9% - $39.26,+143%)
   +90d (3m): $28.55,+76.7% ($19.14,+18% - $42.57,+163%)
   +180d (6m): $36.38,+125.1% ($24.38,+51% - $54.27,+236%)
   +365d (1y): $59.86,+270.4% ($40.06,+148% - $89.43,+453%)
   +EOY (188d): $37.17,+130.0% ($24.91,+54% - $55.46,+243%)
   End-of-year outlook: 📈 Bullish Trend (+130.0%)
   Confidence: 89.2% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 188 days | EOY Target: $37.17 (+130.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -23.43%
Rounded target for matching: -23%
Similar historical periods found: 7
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        7       42.9%     -4.72%     -1.87%      3.89%       -5.47%        1.72%     -5.58%      4.82%
 14 days        7       28.6%     -1.15%     -3.89%      5.74%       -9.20%        1.42%    -13.69%      3.93%
 30 days        7       71.4%      6.72%      9.50%     14.57%       -3.97%       22.98%     -8.71%     31.27%
 90 days        7       71.4%      4.59%     18.11%     20.99%       -1.30%       37.52%     -3.07%     52.07%
180 days        7       85.7%     32.77%     47.27%     50.09%        0.95%       93.60%    -26.27%    106.65%
365 days        7      100.0%     25.94%     56.37%     61.87%       -0.86%      113.59%      7.86%    185.53%


========================================================================================================================
GT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -32.09%
Rounded target for matching: -32%
Similar historical periods found: 7
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        7       85.7%      9.27%      7.72%      5.68%        2.46%       12.97%     -5.09%     14.79%
 14 days        7       85.7%     13.24%     11.67%      8.40%        3.90%       19.44%     -5.72%     22.69%
 30 days        7       85.7%     22.20%     12.98%     12.80%        1.14%       24.81%    -10.34%     24.48%
 90 days        7       85.7%     15.13%     40.39%     49.63%       -5.51%       86.30%     -1.30%    126.75%
180 days        7       85.7%     39.28%    695.99%   1058.99%     -283.42%     1675.40%    -18.92%   2549.13%
365 days        7       85.7%     40.53%    456.61%    683.92%     -175.91%     1089.14%    -11.31%   1592.07%


========================================================================================================================

Chart 7: XRP-USD (Undervalued by 26.1%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $2.19 ($1.39,-36% - $6.30,+188%)
   +30d (1m): $3.35,+53.5% ($1.57,-28% - $7.15,+227%)
   +60d (2m): $3.81,+74.1% ($1.79,-18% - $8.12,+271%)
   +90d (3m): $4.32,+97.6% ($2.02,-7% - $9.21,+322%)
   +180d (6m): $6.31,+188.7% ($2.95,+35% - $13.49,+517%)
   +365d (1y): $13.75,+529.1% ($6.39,+192% - $29.61,+1255%)
   +EOY (188d): $6.53,+198.5% ($3.05,+40% - $13.96,+539%)
   End-of-year outlook: 📈 Bullish Trend (+198.5%)
   Confidence: 71.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-7%)
   📅 Days until EOY 2025: 188 days | EOY Target: $6.53 (+198.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XRP - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -5.40%
Rounded target for matching: -5%
Similar historical periods found: 66
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       66       54.5%      0.92%      1.71%      9.77%       -0.69%        4.11%    -17.15%     37.36%
 14 days       66       47.0%     -0.43%      3.75%     24.77%       -2.34%        9.84%    -36.29%    122.15%
 30 days       66       50.0%     -1.95%     14.04%     66.38%       -2.28%       30.35%    -41.14%    367.87%
 90 days       65       58.5%      8.85%     41.25%    117.02%       12.25%       70.24%    -60.91%    510.50%
180 days       58       65.5%     21.67%     84.56%    147.65%       45.73%      123.38%    -61.17%    554.35%
365 days       51       54.9%     16.46%     82.02%    157.17%       37.81%      126.22%    -63.72%    405.48%


========================================================================================================================
XRP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.52%
Rounded target for matching: -7%
Similar historical periods found: 37
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       37       48.6%     -0.46%      2.26%     15.58%       -2.94%        7.45%    -32.56%     53.42%
 14 days       37       37.8%     -3.30%     -1.44%     18.91%       -7.74%        4.87%    -24.75%     64.80%
 30 days       37       32.4%     -8.41%      3.18%     56.13%      -15.54%       21.89%    -34.32%    320.34%
 90 days       36       52.8%      0.60%     -2.50%     27.48%      -11.80%        6.80%    -59.47%    101.84%
180 days       35       40.0%    -11.33%      8.63%     91.15%      -22.68%       39.94%    -67.68%    489.31%
365 days       34       47.1%     -1.58%     84.51%    169.78%       25.27%      143.75%    -71.45%    515.29%


========================================================================================================================

Chart 8: BNB-USD (Undervalued by 24.2%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $645.92 ($563.08,-13% - $1.3K,+100%)
   +30d (1m): $898.57,+39.1% ($593.58,-8% - $1.4K,+111%)
   +60d (2m): $947.38,+46.7% ($625.73,-3% - $1.4K,+122%)
   +90d (3m): $998.84,+54.6% ($659.61,+2% - $1.5K,+134%)
   +180d (6m): $1.2K,+81.2% ($772.63,+20% - $1.8K,+175%)
   +365d (1y): $1.6K,+151.1% ($1.1K,+66% - $2.5K,+281%)
   +EOY (188d): $1.2K,+83.8% ($783.57,+21% - $1.8K,+178%)
   End-of-year outlook: 📈 Bullish Trend (+83.8%)
   Confidence: 76.7% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈1%)
   📅 Days until EOY 2025: 188 days | EOY Target: $1.2K (+83.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BNB - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -4.22%
Rounded target for matching: -4%
Similar historical periods found: 57
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       57       54.4%      0.30%      0.91%      7.90%       -1.19%        3.00%    -19.13%     22.14%
 14 days       57       54.4%      0.86%      0.81%     12.55%       -2.52%        4.14%    -31.62%     33.69%
 30 days       57       54.4%      1.42%      3.61%     19.14%       -1.47%        8.68%    -48.97%     51.09%
 90 days       54       55.6%      1.93%     18.51%     95.43%       -7.54%       44.56%    -50.44%    668.76%
180 days       46       65.2%     11.20%     42.06%    114.75%        7.98%       76.13%    -55.79%    705.58%
365 days       40       72.5%     64.06%    175.97%    432.46%       37.66%      314.27%    -50.55%   1853.00%


========================================================================================================================
BNB - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.37%
Rounded target for matching: 1%
Similar historical periods found: 22
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       22       40.9%     -1.53%     -2.36%     10.49%       -7.01%        2.29%    -25.34%     26.25%
 14 days       22       27.3%     -4.08%     -5.53%     12.20%      -10.94%       -0.12%    -29.19%     23.06%
 30 days       22       31.8%     -5.31%     -6.63%     13.20%      -12.49%       -0.78%    -26.37%     21.45%
 90 days       22       54.5%      2.20%     -2.94%     21.85%      -12.62%        6.75%    -29.72%     48.10%
180 days       21       38.1%    -14.13%      8.90%     55.86%      -16.53%       34.33%    -50.56%    140.32%
365 days       18       72.2%     82.35%    327.75%    775.10%      -57.70%      713.20%    -25.14%   2575.53%


========================================================================================================================

Chart 9: QNT-USD (Undervalued by 17.9%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 90 days):
   Current: $97.67 ($97.32,-0% - $145.55,+49%)
   +30d (1m): $146.87,+50.4% ($119.43,+22% - $180.63,+85%)
   +60d (2m): $181.25,+85.6% ($146.19,+50% - $224.73,+130%)
   +90d (3m): $223.68,+129.0% ($178.54,+83% - $280.23,+187%)
   +180d (6m): $420.39,+330.4% ($321.79,+229% - $549.21,+462%)
   +365d (1y): $1.5K,+1474.6% ($1.0K,+974% - $2.3K,+2209%)
   +EOY (188d): $444.64,+355.3% ($338.88,+247% - $583.41,+497%)
   End-of-year outlook: 📈 Bullish Trend (+355.3%)
   Confidence: 77.1% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 188 days | EOY Target: $444.64 (+355.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
QNT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -6.57%
Rounded target for matching: -7%
Similar historical periods found: 49
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       49       36.7%     -1.07%      2.27%     12.70%       -1.38%        5.92%    -15.73%     42.57%
 14 days       49       46.9%     -1.30%      6.40%     20.19%        0.60%       12.20%    -23.46%     59.44%
 30 days       49       51.0%      0.97%     16.36%     43.20%        3.95%       28.77%    -41.87%    167.64%
 90 days       49       53.1%     17.06%     53.17%    123.36%       17.74%       88.61%    -50.60%    637.57%
180 days       46       65.2%     33.73%    103.34%    190.71%       46.71%      159.98%    -74.57%    703.09%
365 days       40       55.0%      1.70%    290.61%    594.81%      100.38%      480.84%    -59.26%   1993.03%


========================================================================================================================
QNT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 28.62%
Rounded target for matching: 29%
Similar historical periods found: 5
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        5       60.0%      6.30%      5.97%     11.89%       -8.79%       20.74%    -10.04%     22.85%
 14 days        5       60.0%      3.61%     17.76%     34.40%      -24.95%       60.48%    -18.22%     74.22%
 30 days        5       40.0%     -0.04%     11.96%     25.59%      -19.82%       43.74%    -10.66%     60.62%
 90 days        5       80.0%      7.27%     11.69%     25.72%      -20.24%       43.63%    -26.91%     53.05%
180 days        5       60.0%      6.68%     21.41%     65.00%      -59.30%      102.12%    -32.69%    145.78%
365 days        3       33.3%     -8.17%    216.70%    327.63%     -597.17%     1030.57%    -21.70%    679.97%


========================================================================================================================

Chart 10: XCN-USD (Undervalued by 17.6%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.001039 ($0.000958,-8% - $0.001661,+60%)
   +30d (1m): $0.001340,+28.9% ($0.001018,-2% - $0.001765,+70%)
   +60d (2m): $0.001424,+37.0% ($0.001081,+4% - $0.001875,+80%)
   +90d (3m): $0.001512,+45.5% ($0.001148,+10% - $0.001991,+92%)
   +180d (6m): $0.001813,+74.4% ($0.001376,+32% - $0.002388,+130%)
   +365d (1y): $0.002631,+153.1% ($0.001997,+92% - $0.003467,+234%)
   +EOY (188d): $0.001842,+77.2% ($0.001399,+35% - $0.002426,+133%)
   End-of-year outlook: 📈 Bullish Trend (+77.2%)
   Confidence: 94.5% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 63 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 188 days | EOY Target: $0.001842 (+77.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XCN - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.04%
Rounded target for matching: 0%
Similar historical periods found: 216
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      216       17.6%      0.00%      0.68%      6.96%       -0.25%        1.62%    -32.35%     22.22%
 14 days      216       24.5%      0.00%      1.74%     11.81%        0.15%        3.32%    -73.94%     50.00%
 30 days      216       38.0%      0.00%      4.82%     14.92%        2.82%        6.82%    -75.82%     88.08%
 90 days      156       63.5%     21.29%     25.62%     43.95%       18.66%       32.57%    -80.52%    261.06%
180 days      115       87.0%     66.67%    141.97%    153.34%      113.65%      170.30%    -83.56%    458.41%
365 days      109       85.3%    297.26%    283.68%    229.84%      240.04%      327.32%    -88.79%    715.38%


========================================================================================================================
XCN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.04%
Rounded target for matching: 0%
Similar historical periods found: 78
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       78       16.7%      0.00%     -0.19%      4.06%       -1.11%        0.72%    -11.43%     19.92%
 14 days       78       23.1%      0.00%     -1.04%      6.61%       -2.53%        0.45%    -26.65%     19.92%
 30 days       78       24.4%      0.00%     -1.18%     11.60%       -3.79%        1.44%    -33.26%     43.40%
 90 days       37       59.5%     15.31%      7.29%     37.75%       -5.30%       19.87%    -58.71%     70.66%
180 days       37       75.7%     53.14%     45.41%     72.12%       21.36%       69.45%    -76.47%    174.81%
365 days       32       71.9%    110.23%    111.29%    150.19%       57.14%      165.44%    -71.94%    655.13%


========================================================================================================================

Chart 11: TBTC-USD (Undervalued by 12.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $102.8K ($87.5K,-15% - $158.7K,+54%)
   +30d (1m): $124.9K,+21.5% ($92.7K,-10% - $168.3K,+64%)
   +60d (2m): $132.4K,+28.8% ($98.3K,-4% - $178.4K,+74%)
   +90d (3m): $140.4K,+36.6% ($104.2K,+1% - $189.1K,+84%)
   +180d (6m): $167.2K,+62.7% ($124.1K,+21% - $225.4K,+119%)
   +365d (1y): $239.7K,+133.2% ($177.8K,+73% - $323.2K,+214%)
   +EOY (188d): $169.9K,+65.3% ($126.0K,+23% - $228.9K,+123%)
   End-of-year outlook: 📈 Bullish Trend (+65.3%)
   Confidence: 93.2% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈25%)
   📅 Days until EOY 2025: 188 days | EOY Target: $169.9K (+65.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TBTC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -6.28%
Rounded target for matching: -6%
Similar historical periods found: 45
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       45       48.9%     -0.40%      0.09%      8.92%       -2.59%        2.77%    -22.29%     25.59%
 14 days       45       42.2%     -0.86%      0.59%     13.70%       -3.53%        4.70%    -32.23%     47.18%
 30 days       45       40.0%     -6.03%     -3.92%     15.89%       -8.69%        0.85%    -33.95%     42.36%
 90 days       44       45.5%     -0.71%      1.43%     28.72%       -7.30%       10.16%    -45.62%     65.68%
180 days       38       73.7%     23.14%     18.96%     47.78%        3.25%       34.66%    -56.67%    178.08%
365 days       33       63.6%     31.81%     45.42%     82.94%       16.02%       74.83%    -72.83%    209.72%


========================================================================================================================
TBTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 24.64%
Rounded target for matching: 25%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       62.5%      2.93%      6.18%      9.40%       -1.68%       14.04%     -1.95%     28.39%
 14 days        8       75.0%     12.31%     14.27%     13.25%        3.19%       25.35%     -4.52%     32.44%
 30 days        8       75.0%     21.62%     19.30%     18.16%        4.12%       34.49%     -6.91%     44.02%
 90 days        8       87.5%     21.85%     22.25%     16.79%        8.21%       36.30%     -1.26%     50.63%
180 days        8       87.5%     36.53%     39.28%     34.84%       10.16%       68.41%    -19.66%     81.99%
365 days        6       66.7%     91.84%     59.53%     86.54%      -31.29%      150.35%    -57.26%    170.99%


========================================================================================================================

Chart 12: LEO-USD (Undervalued by 12.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $9.00 ($8.18,-9% - $12.89,+43%)
   +30d (1m): $10.75,+19.5% ($8.56,-5% - $13.50,+50%)
   +60d (2m): $11.25,+25.0% ($8.96,-0% - $14.13,+57%)
   +90d (3m): $11.77,+30.9% ($9.37,+4% - $14.79,+64%)
   +180d (6m): $13.50,+50.1% ($10.75,+19% - $16.97,+89%)
   +365d (1y): $17.90,+99.0% ($14.23,+58% - $22.51,+150%)
   +EOY (188d): $13.67,+51.9% ($10.88,+21% - $17.18,+91%)
   End-of-year outlook: 📈 Bullish Trend (+51.9%)
   Confidence: 89.0% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 15 periods in chart (90d ROC≈-8%)
   📅 Days until EOY 2025: 188 days | EOY Target: $13.67 (+51.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.71%
Rounded target for matching: 3%
Similar historical periods found: 102
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      102       48.0%     -0.09%      0.22%      5.67%       -0.90%        1.33%    -16.35%     25.58%
 14 days      102       52.9%      0.18%      3.21%     13.03%        0.65%        5.77%    -25.58%     90.97%
 30 days      102       60.8%      1.60%      7.13%     18.94%        3.41%       10.85%    -22.13%     65.67%
 90 days      102       67.6%      9.61%     15.71%     27.79%       10.25%       21.17%    -38.74%    109.67%
180 days       95       83.2%     38.39%     33.55%     39.97%       25.41%       41.70%    -51.85%    120.42%
365 days       83       80.7%     71.13%     70.94%     65.40%       56.66%       85.22%    -44.72%    247.52%


========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -7.87%
Rounded target for matching: -8%
Similar historical periods found: 27
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       27       48.1%     -0.00%      1.40%      5.91%       -0.93%        3.74%     -7.84%     18.98%
 14 days       27       66.7%      2.70%      2.41%      6.62%       -0.21%        5.03%     -8.51%     19.98%
 30 days       27       70.4%      4.51%      3.87%      6.50%        1.30%        6.45%     -9.87%     15.62%
 90 days       21       57.1%      8.74%     10.34%     30.08%       -3.36%       24.03%    -24.07%     75.67%
180 days       21       57.1%     37.95%     23.44%     50.58%        0.41%       46.46%    -36.12%    112.98%
365 days       18       50.0%     14.53%     18.53%     42.91%       -2.81%       39.86%    -33.84%     66.56%


========================================================================================================================

Chart 13: FTN-USD (Undervalued by 11.9%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $4.43 ($4.53,+2% - $5.59,+26%)
   +30d (1m): $5.40,+21.8% ($4.86,+10% - $5.99,+35%)
   +60d (2m): $5.79,+30.7% ($5.22,+18% - $6.43,+45%)
   +90d (3m): $6.22,+40.3% ($5.60,+26% - $6.90,+56%)
   +180d (6m): $7.68,+73.3% ($6.92,+56% - $8.52,+92%)
   +365d (1y): $11.85,+167.4% ($10.67,+141% - $13.16,+197%)
   +EOY (188d): $7.82,+76.5% ($7.05,+59% - $8.69,+96%)
   End-of-year outlook: 📈 Bullish Trend (+76.5%)
   Confidence: 98.9% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 27 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 188 days | EOY Target: $7.82 (+76.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.26%
Rounded target for matching: 0%
Similar historical periods found: 49
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       49       73.5%      3.80%      3.31%      4.18%        2.11%        4.51%     -8.52%     11.03%
 14 days       49       87.8%      5.93%      4.76%      4.80%        3.39%        6.14%     -9.22%     12.02%
 30 days       49       93.9%      9.30%     10.24%      6.67%        8.32%       12.16%     -1.55%     26.17%
 90 days       48      100.0%     29.73%     27.73%     11.17%       24.49%       30.98%      3.48%     48.76%
180 days       48      100.0%     62.55%     62.58%      7.92%       60.28%       64.88%     42.16%     82.46%
365 days       32      100.0%    152.27%    145.26%     17.57%      138.92%      151.59%    105.03%    168.45%


========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 10.33%
Rounded target for matching: 10%
Similar historical periods found: 27
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       27       92.6%      1.35%      1.80%      2.51%        0.80%        2.79%     -6.46%      7.38%
 14 days       27       96.3%      2.37%      3.53%      2.71%        2.46%        4.60%     -1.47%      9.84%
 30 days       27       96.3%      4.08%      7.68%      6.57%        5.09%       10.28%     -1.26%     24.09%
 90 days       10      100.0%     38.23%     40.12%      6.92%       35.17%       45.07%     29.63%     50.28%
180 days       10      100.0%     60.90%     62.76%      5.55%       58.79%       66.73%     56.73%     76.41%
365 days        3      100.0%    159.54%    159.21%      0.53%      157.90%      160.52%    158.47%    159.63%


========================================================================================================================

Chart 14: BTC-USD (Undervalued by 10.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $107.4K ($89.8K,-16% - $160.0K,+49%)
   +30d (1m): $127.1K,+18.4% ($95.2K,-11% - $169.6K,+58%)
   +60d (2m): $134.7K,+25.5% ($100.9K,-6% - $179.8K,+68%)
   +90d (3m): $142.8K,+33.0% ($107.0K,-0% - $190.6K,+78%)
   +180d (6m): $170.1K,+58.4% ($127.4K,+19% - $227.1K,+112%)
   +365d (1y): $243.7K,+127.0% ($182.4K,+70% - $325.6K,+203%)
   +EOY (188d): $172.8K,+60.9% ($129.4K,+21% - $230.7K,+115%)
   End-of-year outlook: 📈 Bullish Trend (+60.9%)
   Confidence: 93.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 13 periods in chart (90d ROC≈23%)
   📅 Days until EOY 2025: 188 days | EOY Target: $172.8K (+60.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -1.90%
Rounded target for matching: -2%
Similar historical periods found: 86
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       86       51.2%      0.42%      0.81%      8.77%       -1.07%        2.69%    -32.94%     23.72%
 14 days       86       59.3%      1.67%      1.55%     12.84%       -1.20%        4.30%    -31.10%     34.34%
 30 days       86       52.3%      0.90%      1.91%     22.91%       -3.00%        6.83%    -60.32%     55.33%
 90 days       84       50.0%     -0.13%      9.70%     55.65%       -2.38%       21.77%    -62.14%    355.12%
180 days       79       63.3%     26.72%     39.03%     83.94%       20.23%       57.84%    -62.12%    339.80%
365 days       70       75.7%     69.12%    101.99%    160.03%       63.83%      140.15%    -76.74%   1117.48%


========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 23.15%
Rounded target for matching: 23%
Similar historical periods found: 33
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       33       57.6%      1.29%      1.42%      7.19%       -1.13%        3.97%    -13.59%     19.76%
 14 days       33       60.6%      2.95%      4.08%     12.23%       -0.26%        8.41%    -19.15%     31.94%
 30 days       33       51.5%      2.36%      8.13%     20.37%        0.90%       15.35%    -27.23%     58.94%
 90 days       32       84.4%     22.00%     34.15%     54.51%       14.50%       53.80%    -34.77%    253.60%
180 days       32       90.6%     41.42%     87.35%    112.77%       46.69%      128.00%    -57.54%    411.63%
365 days       31       87.1%    133.57%    267.55%    412.36%      116.30%      418.81%    -71.55%   2230.29%


========================================================================================================================

========================================================================================================================
🔴 TOP 13 CRYPTO INSTRUMENTS - OVERVALUED WARNINGS
========================================================================================================================
Rank Symbol          Over%    R²         Growth%      Price           Risk%      Window  
------------------------------------------------------------------------------------------------------------------------
1    WAL-USD         223.3%  0.927294    -95.6%   $0.000088          69.1%  1000d
2    TRUMP-USD        62.0%  0.807495    -94.2%   $0.000536          38.3%  365 d
3    APT-USD          41.0%  0.940897    -83.9%   $0.000131          29.1%  500 d
4    WBT-USD          36.1%  0.932193    201.2%   $47.90             26.5%  750 d
5    GRT-USD          32.4%  0.767153    -89.7%   $0.454301          24.5%  180 d
6    PEPE-USD         25.7%  0.778587    -98.3%   $0.000006          20.4%  90  d
7    STX-USD          21.9%  0.842781    -76.8%   $0.002834          17.9%  365 d
8    THETA-USD        19.3%  0.768969    -92.4%   $0.672074          16.2%  180 d
9    XTZ-USD          14.8%  0.792306    -85.7%   $0.527653          12.9%  180 d
10   ICP-USD          13.5%  0.710674    -79.8%   $4.82              11.9%  180 d
11   KAS-USD          13.2%  0.733222    -98.8%   $0.077073          11.7%  30  d
12   XMR-USD          11.0%  0.806970     89.7%   $311.67             9.9%  500 d
13   JASMY-USD        10.4%  0.729529    -98.1%   $0.013179           9.4%  30  d

📊 DISPLAYING ALL 13 OVERVALUED CRYPTO WARNING CHARTS:
--------------------------------------------------------------------------------

Chart 1: WAL-USD (Overvalued by 223.3%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000088 ($0.000007,-92% - $0.000105,+20%)
   +30d (1m): $0.000021,-76.1% ($0.000005,-94% - $0.000082,-7%)
   +60d (2m): $0.000016,-81.5% ($0.000004,-95% - $0.000063,-28%)
   +90d (3m): $0.000013,-85.7% ($0.000003,-96% - $0.000049,-44%)
   +180d (6m): $0.000006,-93.4% ($0.000001,-98% - $0.000023,-74%)
   +365d (1y): $0.000001,-98.6% ($0.000000,-100% - $0.000005,-95%)
   +EOY (188d): $0.000005,-93.8% ($0.000001,-98% - $0.000021,-76%)
   End-of-year outlook: 📉 Bearish Trend (-93.8%)
   Confidence: 92.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈48%)
   📅 Days until EOY 2025: 188 days | EOY Target: $0.000005 (-93.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 2: TRUMP-USD (Overvalued by 62.0%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $0.000536 ($0.000150,-72% - $0.000732,+37%)
   +30d (1m): $0.000262,-51.1% ($0.000118,-78% - $0.000580,+8%)
   +60d (2m): $0.000207,-61.3% ($0.000093,-83% - $0.000459,-14%)
   +90d (3m): $0.000164,-69.4% ($0.000074,-86% - $0.000364,-32%)
   +180d (6m): $0.000081,-84.8% ($0.000036,-93% - $0.000181,-66%)
   +365d (1y): $0.000019,-96.4% ($0.000008,-98% - $0.000043,-92%)
   +EOY (188d): $0.000076,-85.8% ($0.000034,-94% - $0.000170,-68%)
   End-of-year outlook: 📉 Bearish Trend (-85.8%)
   Confidence: 80.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-6%)
   📅 Days until EOY 2025: 188 days | EOY Target: $0.000076 (-85.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TRUMP - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -8.84%
Rounded target for matching: -9%
Similar historical periods found: 21
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       21       38.1%     -7.24%     -1.35%     20.89%      -10.86%        8.16%    -33.88%     49.13%
 14 days       21       52.4%      3.10%      1.12%     38.36%      -16.34%       18.58%    -50.05%     95.35%
 30 days       21       33.3%    -24.52%    -12.81%     43.98%      -32.83%        7.21%    -95.95%     90.12%
 90 days       21       47.6%     -7.66%     10.37%    113.15%      -41.13%       61.88%    -95.84%    473.97%
180 days       21       33.3%    -26.60%     42.16%    181.96%      -40.67%      124.98%    -98.64%    573.72%
365 days       18       38.9%    -31.01%    128.42%    336.22%      -38.78%      295.61%    -98.95%   1006.89%


========================================================================================================================
TRUMP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -5.96%
Rounded target for matching: -6%
Similar historical periods found: 15
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       15       26.7%     -2.31%     59.70%    235.98%      -70.98%      190.38%    -21.07%    941.53%
 14 days       15       40.0%     -5.43%     38.49%    152.02%      -45.70%      122.67%    -30.24%    603.90%
 30 days       15       60.0%      9.21%     59.23%    160.43%      -29.61%      148.08%    -44.86%    526.35%
 90 days       14       28.6%    -14.88%     39.98%    143.02%      -42.59%      122.56%    -54.45%    465.77%
180 days       14       35.7%    -32.73%    250.08%    949.84%     -298.34%      798.50%    -60.63%   3668.01%
365 days       14       50.0%     17.05%    141.15%    218.69%       14.88%      267.42%    -80.10%    451.34%


========================================================================================================================

Chart 3: APT-USD (Overvalued by 41.0%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.000131 ($0.000065,-50% - $0.000133,+1%)
   +30d (1m): $0.000080,-38.9% ($0.000056,-57% - $0.000114,-13%)
   +60d (2m): $0.000069,-47.5% ($0.000048,-63% - $0.000098,-25%)
   +90d (3m): $0.000059,-54.8% ($0.000041,-68% - $0.000085,-35%)
   +180d (6m): $0.000038,-71.2% ($0.000026,-80% - $0.000054,-59%)
   +365d (1y): $0.000015,-88.6% ($0.000010,-92% - $0.000022,-84%)
   +EOY (188d): $0.000036,-72.3% ($0.000025,-81% - $0.000052,-60%)
   End-of-year outlook: 📉 Bearish Trend (-72.3%)
   Confidence: 94.1% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-6%)
   📅 Days until EOY 2025: 188 days | EOY Target: $0.000036 (-72.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.88%
Rounded target for matching: -3%
Similar historical periods found: 43
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       43       11.6%     -1.47%     -3.01%     20.50%       -9.32%        3.30%    -51.79%    103.03%
 14 days       43        4.7%     -2.90%    -14.26%     18.75%      -20.03%       -8.49%    -55.36%      2.24%
 30 days       43       20.9%     -3.52%    -11.85%     25.46%      -19.68%       -4.01%    -50.77%     39.42%
 90 days       33        6.1%    -46.56%     14.60%    232.91%      -67.99%       97.19%    -81.25%   1273.38%
180 days       19       10.5%    -69.52%    -15.10%    170.22%      -97.14%       66.95%    -91.98%    548.39%
365 days       14       14.3%    -81.97%    -51.38%     82.12%      -98.79%       -3.96%    -98.04%    144.52%


========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.35%
Rounded target for matching: -6%
Similar historical periods found: 13
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       13       53.8%      0.51%     -1.87%     22.59%      -15.52%       11.78%    -66.34%     42.54%
 14 days       13        7.7%     -3.21%    -11.75%     20.16%      -23.93%        0.44%    -78.25%      2.24%
 30 days       13        7.7%     -3.65%     -7.91%     33.11%      -27.92%       12.10%    -80.44%     82.05%
 90 days        7       42.9%    -83.72%    613.16%    898.48%     -217.80%     1444.12%    -86.31%   2384.83%
180 days        7       57.1%    119.13%    151.70%    225.55%      -56.90%      360.29%    -85.77%    475.00%
365 days        7       42.9%    -22.19%     35.69%     81.96%      -40.11%      111.49%    -40.99%    152.56%


========================================================================================================================

Chart 4: WBT-USD (Overvalued by 36.1%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $47.90 ($24.88,-48% - $49.82,+4%)
   +30d (1m): $38.54,-19.5% ($27.24,-43% - $54.55,+14%)
   +60d (2m): $42.20,-11.9% ($29.81,-38% - $59.73,+25%)
   +90d (3m): $46.20,-3.5% ($32.64,-32% - $65.40,+37%)
   +180d (6m): $60.64,+26.6% ($42.81,-11% - $85.87,+79%)
   +365d (1y): $106.02,+121.3% ($74.78,+56% - $150.33,+214%)
   +EOY (188d): $62.12,+29.7% ($43.86,-8% - $87.98,+84%)
   End-of-year outlook: 📈 Bullish Trend (+29.7%)
   Confidence: 93.2% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈65%)
   📅 Days until EOY 2025: 188 days | EOY Target: $62.12 (+29.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 5: GRT-USD (Overvalued by 32.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.454301 ($0.240460,-47% - $0.489552,+8%)
   +30d (1m): $0.284660,-37.3% ($0.199057,-56% - $0.407076,-10%)
   +60d (2m): $0.236174,-48.0% ($0.164680,-64% - $0.338706,-25%)
   +90d (3m): $0.195947,-56.9% ($0.136158,-70% - $0.281989,-38%)
   +180d (6m): $0.111906,-75.4% ($0.076691,-83% - $0.163293,-64%)
   +365d (1y): $0.035381,-92.2% ($0.023234,-95% - $0.053879,-88%)
   +EOY (188d): $0.106470,-76.6% ($0.072858,-84% - $0.155590,-66%)
   End-of-year outlook: 📉 Bearish Trend (-76.6%)
   Confidence: 76.7% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 188 days | EOY Target: $0.106470 (-76.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 6: PEPE-USD (Overvalued by 25.7%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 90 days):
   Current: $0.000006 ($0.000004,-42% - $0.000007,+9%)
   +30d (1m): $0.000004,-43.0% ($0.000003,-59% - $0.000005,-21%)
   +60d (2m): $0.000003,-59.2% ($0.000002,-71% - $0.000004,-43%)
   +90d (3m): $0.000002,-70.8% ($0.000001,-79% - $0.000003,-59%)
   +180d (6m): $0.000001,-89.3% ($0.000000,-93% - $0.000001,-84%)
   +365d (1y): $0.000000,-98.6% ($0.000000,-99% - $0.000000,-98%)
   +EOY (188d): $0.000001,-90.2% ($0.000000,-94% - $0.000001,-85%)
   End-of-year outlook: 📉 Bearish Trend (-90.2%)
   Confidence: 77.9% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 188 days | EOY Target: $0.000001 (-90.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 7: STX-USD (Overvalued by 21.9%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $0.002834 ($0.001623,-43% - $0.003333,+18%)
   +30d (1m): $0.002063,-27.2% ($0.001439,-49% - $0.002958,+4%)
   +60d (2m): $0.001830,-35.4% ($0.001276,-55% - $0.002625,-7%)
   +90d (3m): $0.001623,-42.7% ($0.001131,-60% - $0.002330,-18%)
   +180d (6m): $0.001133,-60.0% ($0.000787,-72% - $0.001630,-42%)
   +365d (1y): $0.000541,-80.9% ($0.000373,-87% - $0.000784,-72%)
   +EOY (188d): $0.001097,-61.3% ($0.000762,-73% - $0.001579,-44%)
   End-of-year outlook: 📉 Bearish Trend (-61.3%)
   Confidence: 84.3% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-9%)
   📅 Days until EOY 2025: 188 days | EOY Target: $0.001097 (-61.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
STX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 5.10%
Rounded target for matching: 5%
Similar historical periods found: 14
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       14       35.7%     -1.09%      0.39%     14.77%       -8.14%        8.92%    -19.94%     38.65%
 14 days       14       35.7%     -9.06%     -0.28%     20.34%      -12.03%       11.46%    -27.51%     53.33%
 30 days       14       64.3%     25.41%     23.13%     35.86%        2.42%       43.83%    -21.06%     86.37%
 90 days       14       50.0%      4.24%    729.02%   2646.39%     -798.96%     2257.00%    -99.06%  10269.71%
180 days       13       46.2%    -12.37%     13.29%     86.03%      -38.70%       65.28%    -99.24%    226.41%
365 days       13       53.8%     35.99%     77.14%    196.22%      -41.44%      195.71%    -99.86%    478.11%


========================================================================================================================
STX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -8.57%
Rounded target for matching: -9%
Similar historical periods found: 11
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       11       63.6%      3.56%      2.44%     13.15%       -6.39%       11.28%    -22.96%     26.35%
 14 days       11       81.8%      8.95%     10.69%     28.15%       -8.22%       29.61%    -28.66%     82.41%
 30 days       11       54.5%     21.92%     14.68%     34.63%       -8.58%       37.95%    -23.38%     95.57%
 90 days       11       63.6%     51.66%     79.63%    125.54%       -4.71%      163.97%    -99.34%    339.51%
180 days       11       81.8%     81.97%    209.66%    342.39%      -20.36%      439.68%    -99.50%   1212.96%
365 days       10       90.0%    434.13%    870.99%    954.50%      188.18%     1553.80%    -99.28%   2462.06%


========================================================================================================================

Chart 8: THETA-USD (Overvalued by 19.3%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.672074 ($0.377165,-44% - $0.841190,+25%)
   +30d (1m): $0.455772,-32.2% ($0.304418,-55% - $0.682378,+2%)
   +60d (2m): $0.368793,-45.1% ($0.245530,-63% - $0.553938,-18%)
   +90d (3m): $0.298413,-55.6% ($0.197899,-71% - $0.449981,-33%)
   +180d (6m): $0.158097,-76.5% ($0.103219,-85% - $0.242153,-64%)
   +365d (1y): $0.042836,-93.6% ($0.026652,-96% - $0.068847,-90%)
   +EOY (188d): $0.149417,-77.8% ($0.097390,-86% - $0.229238,-66%)
   End-of-year outlook: 📉 Bearish Trend (-77.8%)
   Confidence: 76.9% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-31%)
   📅 Days until EOY 2025: 188 days | EOY Target: $0.149417 (-77.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
THETA - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -20.75%
Rounded target for matching: -21%
Similar historical periods found: 34
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       34       50.0%      0.35%     -0.24%     14.21%       -5.20%        4.72%    -26.71%     52.68%
 14 days       34       50.0%      0.30%      2.34%     17.61%       -3.81%        8.48%    -29.24%     69.13%
 30 days       34       44.1%     -2.99%      1.66%     39.51%      -12.13%       15.44%    -49.13%    191.28%
 90 days       33       54.5%      5.47%     32.98%     89.23%        1.34%       64.62%    -68.41%    264.37%
180 days       31       51.6%      1.47%    175.53%    377.79%       36.96%      314.11%    -74.52%   1839.43%
365 days       30       73.3%     80.92%    478.23%    943.72%      125.83%      830.62%    -85.65%   3023.25%


========================================================================================================================
THETA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -31.49%
Rounded target for matching: -31%
Similar historical periods found: 30
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       30       63.3%      5.13%      2.41%     14.42%       -2.98%        7.80%    -32.63%     44.86%
 14 days       30       66.7%      6.57%      6.12%     18.39%       -0.75%       12.99%    -27.31%     55.69%
 30 days       30       53.3%      3.70%     11.59%     27.64%        1.27%       21.91%    -27.83%    100.49%
 90 days       30       53.3%     18.94%     15.02%     64.15%       -8.94%       38.97%    -58.44%    302.35%
180 days       29       58.6%      1.89%     43.14%    143.57%      -11.47%       97.75%    -75.14%    694.54%
365 days       28       82.1%     81.78%    516.27%   1964.06%     -245.31%     1277.86%    -81.38%  10652.83%


========================================================================================================================

Chart 9: XTZ-USD (Overvalued by 14.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.527653 ($0.346483,-34% - $0.610112,+16%)
   +30d (1m): $0.391830,-25.7% ($0.294755,-44% - $0.520876,-1%)
   +60d (2m): $0.333926,-36.7% ($0.250625,-53% - $0.444912,-16%)
   +90d (3m): $0.284578,-46.1% ($0.213000,-60% - $0.380211,-28%)
   +180d (6m): $0.176140,-66.6% ($0.130391,-75% - $0.237941,-55%)
   +365d (1y): $0.065705,-87.5% ($0.047015,-91% - $0.091824,-83%)
   +EOY (188d): $0.168787,-68.0% ($0.124801,-76% - $0.228275,-57%)
   End-of-year outlook: 📉 Bearish Trend (-68.0%)
   Confidence: 79.2% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈-28%)
   📅 Days until EOY 2025: 188 days | EOY Target: $0.168787 (-68.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XTZ - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -13.54%
Rounded target for matching: -14%
Similar historical periods found: 28
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       28       53.6%      0.40%      0.95%     11.51%       -3.52%        5.41%    -18.53%     25.74%
 14 days       28       50.0%      0.45%      2.33%     18.57%       -4.87%        9.53%    -24.39%     58.72%
 30 days       28       46.4%     -2.96%      4.81%     30.67%       -7.08%       16.70%    -43.75%     81.49%
 90 days       24       54.2%      3.62%     25.06%     70.32%       -4.63%       54.75%    -65.26%    191.51%
180 days       23       52.2%     26.48%     25.71%     83.37%      -10.34%       61.76%    -90.71%    242.37%
365 days       19       36.8%    -49.43%     -2.35%     81.66%      -41.71%       37.01%    -67.90%    188.99%


========================================================================================================================
XTZ - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -27.74%
Rounded target for matching: -28%
Similar historical periods found: 33
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
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Forward Returns Summary:
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Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       33       45.5%     -0.96%     -0.44%      8.03%       -3.29%        2.40%    -15.43%     14.46%
 14 days       33       42.4%     -2.06%      2.36%     18.44%       -4.18%        8.90%    -26.82%     57.24%
 30 days       33       45.5%     -1.49%      1.29%     24.71%       -7.47%       10.05%    -40.98%     90.10%
 90 days       28       50.0%      1.61%      7.15%     51.82%      -12.94%       27.24%    -64.53%    178.21%
180 days       28       67.9%     19.41%     42.14%     86.91%        8.44%       75.84%    -56.65%    227.66%
365 days       25       40.0%     -4.83%     44.97%    112.35%       -1.41%       91.35%    -74.69%    235.36%


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Chart 10: ICP-USD (Overvalued by 13.5%)